Source-aware role bundle for database design, query, migration, performance, and release review, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a database change brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
database-developer database role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for objective equal-opportunity complaint, monitoring, and corrective-action support, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a equal-opportunity review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
equal-opportunity-fair-access-compliance-representative equal role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for gameplay and engine implementation, testing, and release planning, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a game implementation brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
game-developer game role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for investor communications, disclosure coordination, and market-feedback analysis, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a investor communications review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
investor-relations-manager investor role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for legal document, deadline, filing, and matter-administration support, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a legal matter administration brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
legal-secretary-legal-administrative-assistant legal role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for conversation design, intent coverage, safety, and experience validation, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a conversational experience brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
conversation-conversational-ux-designer conversation role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for design-system component, token, governance, adoption, and release planning, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a design system change brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
design-systems-designer design role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for embedded firmware design, verification, safety, and release planning, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a firmware engineering brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
embedded-systems-firmware-engineer embedded role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for quantitative finance model design, validation, risk analysis, and controlled use, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a quantitative model review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
quantitative-analyst-quant quantitative role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for sales incentive plan analysis, crediting, payout reconciliation, and governance, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a sales compensation analysis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
sales-compensation-incentive-analyst sales role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for statistical study design, analysis, interpretation, and reproducibility review, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a statistical analysis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
statistician statistician role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for cost estimate development, reconciliation, uncertainty, and bid support, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a cost estimate basis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
cost-estimator cost role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for game art asset design, rights review, optimization, and integration planning, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a game art asset brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
game-3d-artist game role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for optimization, simulation, decision analysis, and operational implementation review, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a operations research decision brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
operations-research-analyst operations role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for biostatistical study design, analysis, reporting, and regulatory review, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a biostatistical analysis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
biostatistician biostatistician role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for computing and information research design, experimentation, and reproducibility, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a computing research brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
computer-and-information-research-scientist computer role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for AI and ML product discovery, requirements, evaluation, risk, and rollout planning, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a AI product decision brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
ai-ml-product-manager ai role
Updated Aug 2, 2026
CC-BY-4.0
Source-aware role bundle for customer-support and experience measurement, reconciliation, and recommendation, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a customer experience analysis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
customer-support-cx-analyst customer role
Updated Aug 2, 2026
CC-BY-4.0
Source-aware role bundle for enterprise technology strategy, architecture, governance, investment, resilience, and board support, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a technology strategy and governance brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
chief-information-officer-cio chief role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for product vision, portfolio strategy, operating model, prioritization, and executive review, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a product portfolio decision brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
chief-product-officer-cpo chief role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for contract review, negotiation support, obligation tracking, and controlled administration, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a contract administration brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
contract-manager-contract-administrator contract role
Updated Not dated
CC-BY-4.0
Source-aware role bundle for customer-service policy, staffing, quality, escalation, and performance planning, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a customer support operating brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
customer-service-support-manager customer role
Updated Not dated
CC-BY-4.0
Source-aware tool bundle for Ansible inventory, playbook, role, configuration, validation, and controlled execution, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a Ansible change plan without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
ansible ansible tool
Updated Aug 2, 2026
CC-BY-4.0
Source-aware tool bundle for SAP Ariba procurement configuration, approval, integration, and transaction review, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a SAP Ariba change and approval brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
sap-ariba sap tool
Updated Not dated
CC-BY-4.0